Surface‐immobilized Gold Nanoparticles by Organometallic <scp>CVD</scp> on Amine‐terminated Glass Surfaces
Bibliographic record
Abstract
Abstract The growth of surface‐immobilized gold nanoparticles with organometallic (OM)CVD on amine‐terminated surfaces, utilizing a (trimethylphospine)methylgold ((CH 3 ) 3 PAuCH 3 ) precursor is described. Samples fabricated using various deposition times are characterized by UV‐vis spectroscopy and scanning electron microscopy (SEM). Particle stability on the samples is tested by washing and rinsing treatments with various organic solvents. A biotin‐streptavidin scheme is applied to demonstrate the biosensing capabilities of the samples. The size, interparticle distance, and shape of the gold nanoparticles demonstrates that OMCVD is a simple, economic, and fast way of fabricating surface‐bonded and stable gold nanoparticles. The plasmonic properties, the stability of the particles, and the biotin‐streptavidin test show that these OMCVD‐grown gold nanoparticles are suitable for reproducible, low noise, and highly sensitive biosensing applications.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".